{"meta":{"query_hash":"9c941f3ca4da","filters":{"topic":"Digital Transformation in Financial Services"},"cohort_total":26,"direct_labels_cover":0,"predictions_cover":26,"exported":26,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/9c941f3ca4da","api":"https://metacan.xera.ac/api/v1/cohort?topic=Digital+Transformation+in+Financial+Services"},"results":[{"id":"W2280393737","doi":"","title":"Accountancy facing the new demands in accounting society","year":2010,"lang":"en","type":"article","venue":"Accounting","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Accounting; Business; Political science","score_opus":0.01497278646929637,"score_gpt":0.20871352192651343,"score_spread":0.19374073545721707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2280393737","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1428674,0.013612125,0.006268283,0.5912046,0.0028911135,0.000017135504,0.00025995154,0.00015149766,0.24272792],"genre_scores_gemma":[0.94452447,0.0072022057,0.0017720677,0.015934054,0.0038234012,0.000015465648,0.00010348945,0.00006570941,0.026559195],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99811447,0.0006466415,0.00007393682,0.00018042962,0.00058528373,0.0003993508],"domain_scores_gemma":[0.9939394,0.0019428019,0.0007572644,0.0005136025,0.0013698105,0.0014770812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002585483,0.00023984803,0.0004061067,0.0011054124,0.003351524,0.013292368,0.0005720025,0.0047764145,0.015451325],"category_scores_gemma":[0.007999709,0.00020780264,0.00037323585,0.0018589434,0.006089023,0.017147021,0.003992155,0.0045654224,0.0016778805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000520926,0.000047761936,0.0043052514,0.000081748876,0.000010414139,0.00025216187,0.0026231306,0.00083832646,0.0005195455,0.889657,0.058175627,0.043437],"study_design_scores_gemma":[0.00001542783,0.000034270728,0.0095856525,0.00014267872,0.000011280848,0.0004292881,0.011707085,0.0028616167,0.00031068522,0.50954473,0.46530095,0.00005644735],"about_ca_topic_score_codex":0.0057236645,"about_ca_topic_score_gemma":0.007415424,"teacher_disagreement_score":0.015451325,"about_ca_system_score_codex":0.0044152625,"about_ca_system_score_gemma":0.003795164,"threshold_uncertainty_score":0.051689804},"labels":[],"label_agreement":null},{"id":"W2913651641","doi":"10.32702/2307-2105-2018.10.61","title":"MODELING OF POTENTIAL FRAUDSTER'S PORTRAIT AND BANKING FRAUD VICTIM’S PORTRAIT","year":2018,"lang":"en","type":"article","venue":"Efektyvna ekonomika","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Portrait; Business; Art; Art history","score_opus":0.020295655191640383,"score_gpt":0.2041071176022736,"score_spread":0.1838114624106332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913651641","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64315593,0.0014452084,0.07833301,0.008739235,0.00052024255,0.00033552627,0.0027995594,0.0006274401,0.26404396],"genre_scores_gemma":[0.9582384,0.00045735965,0.008709213,0.00014637329,0.00003705943,0.00013271201,0.00073635695,0.000051894407,0.031490743],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997178,0.00010184867,0.000011592144,0.00005964783,0.00004964958,0.000059457914],"domain_scores_gemma":[0.999423,0.00027945856,0.00007548501,0.000040171533,0.00008894325,0.000092865776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004622983,0.00042264463,0.00025441314,0.0009686522,0.0011718611,0.0029161812,0.0010449084,0.0015952012,0.025448497],"category_scores_gemma":[0.0027655067,0.00031337616,0.000666272,0.0007548551,0.00089186145,0.0023866722,0.0015584233,0.0011934914,0.0022336897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060887175,0.00052815006,0.14457715,0.0005047589,0.000119454555,0.0058914204,0.021835724,0.39348686,0.003047502,0.29821762,0.042553697,0.088628806],"study_design_scores_gemma":[0.000055522327,0.000113150134,0.020636363,0.00015457944,0.000074999014,0.0010763382,0.012365979,0.87004876,0.00068978564,0.046110652,0.048593886,0.00008000523],"about_ca_topic_score_codex":0.024576424,"about_ca_topic_score_gemma":0.024761619,"teacher_disagreement_score":0.025448497,"about_ca_system_score_codex":0.0019725366,"about_ca_system_score_gemma":0.001171693,"threshold_uncertainty_score":0.08513373},"labels":[],"label_agreement":null},{"id":"W3204557926","doi":"10.34069/ai/2021.44.08.25","title":"Counteraction to offenses committed with the use of electronic payment systems: new challenges and problems","year":2021,"lang":"en","type":"article","venue":"Revista Amazonia Investiga","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Payment; Government (linguistics); Business; Payment system; State (computer science); European union; Political science; Economic policy; Finance; Computer science","score_opus":0.09131396643734507,"score_gpt":0.21277677927503805,"score_spread":0.12146281283769297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204557926","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.722733,0.058475375,0.0133820465,0.1157606,0.0007238376,0.00019680832,0.0002813926,0.00011423463,0.088332675],"genre_scores_gemma":[0.97692525,0.0142295165,0.0039913505,0.000950174,0.00026923264,0.000035270838,0.00006963329,0.00001008048,0.0035193763],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99603564,0.0022011492,0.00026409974,0.00025836227,0.0008209531,0.00041982878],"domain_scores_gemma":[0.990555,0.004525335,0.0025566753,0.00031934146,0.0016198384,0.0004239038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003940837,0.00027301378,0.00046206237,0.0030856028,0.0015580041,0.0058160983,0.00082387036,0.0011080042,0.002568265],"category_scores_gemma":[0.009716681,0.00013933044,0.0002588313,0.0022629749,0.002039209,0.003233654,0.0018235017,0.0013539522,0.0002649384],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121834484,0.00050883094,0.20324741,0.0018936464,0.00014466836,0.0028191472,0.01857109,0.0032155993,0.0009637906,0.1965479,0.015133215,0.5568328],"study_design_scores_gemma":[0.000027546139,0.0006013312,0.34861064,0.005714359,0.00017705004,0.0046713115,0.2884504,0.022048084,0.0021213195,0.11017008,0.21725242,0.00015552522],"about_ca_topic_score_codex":0.0077912705,"about_ca_topic_score_gemma":0.01035536,"teacher_disagreement_score":0.0077912705,"about_ca_system_score_codex":0.0021932297,"about_ca_system_score_gemma":0.005056667,"threshold_uncertainty_score":0.02084136},"labels":[],"label_agreement":null},{"id":"W4232830424","doi":"10.14510/araj.2019.4225","title":"https://docs.wixstatic.com/ugd/754172_39c7dc2d69644b42afad7f7055f3e6d3.pdf","year":2019,"lang":"en","type":"article","venue":"Journal of the American Romanian Academy of Arts and Sciences","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Business; Political science; Telecommunications; Computer science","score_opus":0.030175214937870034,"score_gpt":0.2453945942218167,"score_spread":0.21521937928394666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232830424","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001371028,0.00086076854,0.0046170964,0.0013088273,0.0006054242,0.00026363204,0.071079575,0.04101484,0.8788788],"genre_scores_gemma":[0.0062398114,0.0014574587,0.0034069023,0.00063838164,0.000207442,0.00022350588,0.045371704,0.023713209,0.91874164],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995448,0.00003590285,0.00003146292,0.00005780227,0.00025237945,0.00007768339],"domain_scores_gemma":[0.99841356,0.00025110977,0.00010859597,0.0003486118,0.00052099983,0.00035715537],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007701607,0.0010876729,0.00075314246,0.0040471586,0.0011033735,0.0075164163,0.0012262341,0.001662895,0.8544443],"category_scores_gemma":[0.003297805,0.00072046684,0.0007457105,0.0057055205,0.0006437972,0.0053555765,0.0034207038,0.0012707979,0.874719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007234285,0.000078351026,0.0004915051,0.00020939505,0.000006868995,0.00007999052,0.000094225165,0.00012018963,0.00044285538,0.0025734499,0.84991115,0.1459196],"study_design_scores_gemma":[0.000015643074,0.000010491972,0.0006513191,0.000092933646,0.0000027653725,0.00004408183,0.00006833435,0.00011856178,0.0006824096,0.0009532728,0.9973475,0.000012590042],"about_ca_topic_score_codex":0.0038827572,"about_ca_topic_score_gemma":0.006122659,"teacher_disagreement_score":0.14555568,"about_ca_system_score_codex":0.00095378753,"about_ca_system_score_gemma":0.0009350694,"threshold_uncertainty_score":0.20761752},"labels":[],"label_agreement":null},{"id":"W4312534872","doi":"10.55365/1923.x2022.20.31","title":"Financial and Legal Regulation of Electronic Money Circulation in Developed Countries","year":2022,"lang":"en","type":"article","venue":"Review of Economics and Finance","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Circulation (fluid dynamics); Electronic money; Business; Dialectic; Financial transaction; Economics; Finance; Accounting; Computer science; Payment; Engineering","score_opus":0.014614682608174388,"score_gpt":0.20194264003421908,"score_spread":0.1873279574260447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312534872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46079075,0.064652495,0.015303332,0.010543051,0.00027250778,0.00011199387,0.00055633165,0.00013809773,0.4476314],"genre_scores_gemma":[0.9871502,0.007372494,0.0010370447,0.00045034557,0.00006083215,0.000026253812,0.00006646304,0.0000069463117,0.0038294161],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99678195,0.0014555501,0.00030317742,0.00035348468,0.00078962353,0.00031630654],"domain_scores_gemma":[0.99445903,0.0023220626,0.002049259,0.0004053453,0.00065943913,0.000104886334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018526228,0.000107633074,0.0001932854,0.0019612862,0.00093711546,0.0045857397,0.00050327106,0.00075002696,0.0018297726],"category_scores_gemma":[0.005802301,0.0001483853,0.00016892089,0.0030887036,0.0049060346,0.001842683,0.0015023614,0.00078256836,0.000142298],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043857868,0.000032923985,0.012315409,0.00043435962,0.000028631983,0.0004686004,0.0024692698,0.0023429408,0.000534784,0.9269778,0.002269885,0.052081518],"study_design_scores_gemma":[0.00005169252,0.00013604925,0.23031269,0.0043193563,0.00013329179,0.001283408,0.009211261,0.0072653596,0.0048744697,0.26412305,0.47815347,0.00013591269],"about_ca_topic_score_codex":0.009474617,"about_ca_topic_score_gemma":0.0037962676,"teacher_disagreement_score":0.009474617,"about_ca_system_score_codex":0.003411341,"about_ca_system_score_gemma":0.0041576726,"threshold_uncertainty_score":0.024751127},"labels":[],"label_agreement":null},{"id":"W4387101782","doi":"10.31520/ei.2023.25.2(87).49-54","title":"UKRAINIAN CBDC E-HRYVNYA: CHALLENGES OF INTRODUCTION AND OPPORTUNITIES TO IMPROVE THE EFFICIENCY OF BUSINESS PROCESSES IN COMMERCIAL BANKS","year":2023,"lang":"en","type":"article","venue":"Economic innovations","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bank of Canada","funders":"","keywords":"Cryptocurrency; Ukrainian; Democracy; Business; Control (management); Industrial organization; Process management; Economic system; Economics; Political science; Computer science; Computer security; Management","score_opus":0.0700991046012864,"score_gpt":0.24083743657814816,"score_spread":0.17073833197686175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387101782","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8067292,0.0101980595,0.042202417,0.02151532,0.00038496396,0.00038305414,0.00046394128,0.0008794535,0.11724363],"genre_scores_gemma":[0.98024267,0.0018707132,0.0066373004,0.0007327747,0.000037910006,0.000057115125,0.00014930898,0.00004582725,0.010226384],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9969434,0.0013376852,0.00026650596,0.00029748355,0.00070821197,0.00044678914],"domain_scores_gemma":[0.993849,0.0014571841,0.00087845343,0.0012230735,0.0019774802,0.0006148487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032715918,0.00020749636,0.00024349157,0.00080871716,0.001466485,0.0061697927,0.0007195597,0.00096338073,0.0048364736],"category_scores_gemma":[0.0056543346,0.00018824292,0.000277685,0.0010501991,0.0016949817,0.0031977117,0.0030718397,0.0011282375,0.0010514791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047685127,0.00047945094,0.09464579,0.0017189983,0.000108237604,0.0022127575,0.014415663,0.008789268,0.015024299,0.17213205,0.020230325,0.66976637],"study_design_scores_gemma":[0.000082386454,0.0005323557,0.18110165,0.0017707907,0.00010659576,0.0022973204,0.034908965,0.012683712,0.01985986,0.027037911,0.7195112,0.000107282314],"about_ca_topic_score_codex":0.007559831,"about_ca_topic_score_gemma":0.004491656,"teacher_disagreement_score":0.007559831,"about_ca_system_score_codex":0.0032094182,"about_ca_system_score_gemma":0.007697318,"threshold_uncertainty_score":0.023286045},"labels":[],"label_agreement":null},{"id":"W4391171282","doi":"10.26661/2414-0287-2023-3-59-12","title":"LEGALIZATION OF CRYPTOCURRENCY IN UKRAINE","year":2023,"lang":"en","type":"article","venue":"Financial Strategies of Innovative Economic Development","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Legalization; Cryptocurrency; Business; Computer security; Computer science; Medicine; Psychiatry","score_opus":0.03573037398983961,"score_gpt":0.24922986064789515,"score_spread":0.21349948665805554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391171282","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8728908,0.00836916,0.005267167,0.0031080805,0.00013244124,0.00008237184,0.00037254076,0.00009091995,0.10968661],"genre_scores_gemma":[0.9920189,0.0016349885,0.0010476838,0.0004725463,0.000020353727,0.0000126934665,0.000116963965,0.0000072531375,0.0046687596],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982192,0.00036955508,0.00027832953,0.00022476663,0.00063125015,0.00027682752],"domain_scores_gemma":[0.99666166,0.0011060802,0.0011075569,0.0003673264,0.00064312154,0.00011428022],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011432688,0.000085956795,0.00020833692,0.0011651148,0.0015232823,0.0032771854,0.00038147205,0.0007630276,0.0008291625],"category_scores_gemma":[0.0037457251,0.00018377512,0.00027992338,0.0015073552,0.001873423,0.0011893547,0.0010990844,0.0009676781,0.00016181913],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000109256376,0.00012593693,0.072837174,0.0007414597,0.00007614831,0.0047569326,0.019012077,0.0039014525,0.009152192,0.77843213,0.006336921,0.10451838],"study_design_scores_gemma":[0.000038187332,0.00021998756,0.27070156,0.0014493987,0.0001981419,0.0063866,0.019426078,0.01148395,0.02128719,0.07132796,0.59731776,0.00016318882],"about_ca_topic_score_codex":0.031728007,"about_ca_topic_score_gemma":0.01589218,"teacher_disagreement_score":0.031728007,"about_ca_system_score_codex":0.0037184444,"about_ca_system_score_gemma":0.008191137,"threshold_uncertainty_score":0.06308663},"labels":[],"label_agreement":null},{"id":"W4392424063","doi":"10.6000/1929-4409.2020.09.374","title":"Legal Status of Electronic Money in Ukraine","year":2021,"lang":"en","type":"article","venue":"International Journal of Criminology and Sociology","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Legal status; Business; Electronic money; Law; Political science; Finance","score_opus":0.0402765648501004,"score_gpt":0.2737481939009155,"score_spread":0.2334716290508151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392424063","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9411795,0.0030330326,0.0009947042,0.00199277,0.000036712438,0.000015349597,0.00009780446,0.000017413187,0.052632753],"genre_scores_gemma":[0.99745125,0.0004396042,0.00022633946,0.00010029453,0.0000077523655,0.000005278619,0.000028906372,0.0000022101133,0.0017383111],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998345,0.000561444,0.00019984164,0.00021274312,0.00039698064,0.00028397972],"domain_scores_gemma":[0.9968086,0.0011692417,0.0010746339,0.00015112039,0.00064182596,0.00015460057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014393678,0.0000722988,0.00023271723,0.0023994334,0.002735214,0.0036518432,0.00044574478,0.00064864766,0.0016751137],"category_scores_gemma":[0.0049207727,0.0001288156,0.00011584354,0.0017664882,0.0039767926,0.001791459,0.0023747017,0.0006269792,0.00015919065],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009450989,0.00007623427,0.07308628,0.0004049065,0.000027440463,0.0032902441,0.06960161,0.0011585405,0.0016195357,0.7648596,0.002768347,0.08301274],"study_design_scores_gemma":[0.000034475594,0.00020471992,0.41240764,0.0022248907,0.00014582557,0.0064092097,0.111823305,0.0064749373,0.005320363,0.15768248,0.29711485,0.00015735748],"about_ca_topic_score_codex":0.015803196,"about_ca_topic_score_gemma":0.007572449,"teacher_disagreement_score":0.015803196,"about_ca_system_score_codex":0.004139527,"about_ca_system_score_gemma":0.004692576,"threshold_uncertainty_score":0.031422436},"labels":[],"label_agreement":null},{"id":"W4400185775","doi":"10.32620/cher.2024.2.07","title":"РОЗВИТОК МОБІЛЬНИХ ПЛАТЕЖНИХ СЕРВІСІВ: МАРКЕТИНГ FINTECH ПРОДУКТІВ","year":2024,"lang":"en","type":"article","venue":"TIME DESCRIPTION OF ECONOMIC REFORMS","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Mobile payment; Payment; Business; Promotion (chess); Context (archaeology); Financial services; Marketing; Payment service provider; Personalization; Finance","score_opus":0.03211869400789638,"score_gpt":0.21719695028882055,"score_spread":0.18507825628092417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400185775","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.058840353,0.029642658,0.049327753,0.010185671,0.0041036946,0.00049082923,0.0016234892,0.00059220387,0.8451934],"genre_scores_gemma":[0.5105868,0.048713915,0.07952539,0.0010425325,0.0014840991,0.0008470105,0.0014189221,0.00059465703,0.35578668],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9988463,0.00023416999,0.00007131163,0.0001739442,0.00055539334,0.000118858356],"domain_scores_gemma":[0.9988651,0.0003731914,0.00010154659,0.00016085964,0.00037689507,0.00012244466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012464289,0.00053335086,0.0003117075,0.002205222,0.0019946091,0.005612338,0.0005078374,0.0011342069,0.04287453],"category_scores_gemma":[0.0029963525,0.00049371534,0.0003669576,0.0029886886,0.0020174368,0.0023270228,0.0015359494,0.0018168594,0.016732806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021964601,0.00011908601,0.0040050596,0.0009928156,0.000021137126,0.0021729711,0.012632212,0.0011024328,0.007972171,0.38885844,0.05559748,0.5263066],"study_design_scores_gemma":[0.000014587702,0.000053827982,0.0059782295,0.0004395248,0.000021293003,0.0012248587,0.003067137,0.0003659852,0.002249517,0.033428144,0.9531113,0.00004568256],"about_ca_topic_score_codex":0.006094742,"about_ca_topic_score_gemma":0.008003831,"teacher_disagreement_score":0.04287453,"about_ca_system_score_codex":0.0020194636,"about_ca_system_score_gemma":0.004197069,"threshold_uncertainty_score":0.14342964},"labels":[],"label_agreement":null},{"id":"W4415967194","doi":"10.33146/2518-1181-2025-3(109)-100-112","title":"The Conceptual Principles of Identifying the Tax Object for Income Tax in the Context of Digital Transformation","year":2025,"lang":"uk","type":"article","venue":"Oblik i finansi","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Object (grammar); International taxation; Transparency (behavior); Context (archaeology); Inefficiency; Tax deduction; Tax reform","score_opus":0.04475982164123903,"score_gpt":0.25762727770422245,"score_spread":0.2128674560629834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415967194","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021925207,0.0025490834,0.7384873,0.008603206,0.00085305783,0.0011953138,0.00043357126,0.00029801988,0.22565526],"genre_scores_gemma":[0.4494018,0.0029868404,0.51585,0.0012605083,0.0003421669,0.0016354067,0.00053532,0.00013171331,0.027856275],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99679106,0.0013484786,0.00030802627,0.0005790157,0.0007548317,0.00021861527],"domain_scores_gemma":[0.9978161,0.00070575066,0.00033795426,0.0004722156,0.00052984175,0.00013819916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037364175,0.00081088673,0.0004873721,0.0063952617,0.0036019236,0.01212793,0.001844107,0.003090926,0.0042597535],"category_scores_gemma":[0.0046392777,0.00043141062,0.00126038,0.0041145184,0.025051465,0.012954525,0.0034313828,0.0032543405,0.0013697826],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024762587,0.0000058315222,0.00010126769,0.000030408773,0.0000021493129,0.000031248273,0.00067122205,0.0002635783,0.00007241253,0.99520916,0.00033103948,0.0032793137],"study_design_scores_gemma":[0.0000102351305,0.00002884041,0.00055025675,0.00024581232,0.000017240045,0.00038956356,0.0019796533,0.0031852326,0.0005426451,0.864671,0.12835093,0.000028601185],"about_ca_topic_score_codex":0.0041990425,"about_ca_topic_score_gemma":0.0025013124,"teacher_disagreement_score":0.01212793,"about_ca_system_score_codex":0.006123219,"about_ca_system_score_gemma":0.0058953734,"threshold_uncertainty_score":0.044427216},"labels":[],"label_agreement":null},{"id":"W6988168885","doi":"","title":"Децентралізація як спосіб реалізації бюджетної політики органів місцевого самоврядування","year":2016,"lang":"uk","type":"article","venue":"ENPUIR (National Pedagogical Dragomanov University)","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"State (computer science); Publishing; Perspective (graphical); Scientific publishing; Financial management","score_opus":0.13709130914867967,"score_gpt":0.25538623289877005,"score_spread":0.11829492375009037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6988168885","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0073680067,0.0115261385,0.018595744,0.03754269,0.0027987638,0.00025461195,0.0016352539,0.0006161474,0.91966254],"genre_scores_gemma":[0.29255074,0.021076389,0.044733576,0.0092391465,0.00199523,0.00075360015,0.0024137497,0.0014581874,0.6257795],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99443406,0.0015158231,0.00031753097,0.0008732852,0.0021282746,0.0007310561],"domain_scores_gemma":[0.9963666,0.0008538176,0.00028412841,0.0005456486,0.0014412523,0.0005084976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038228908,0.0007888385,0.0004823044,0.001973963,0.003999129,0.012202183,0.0012550295,0.0032691923,0.08650117],"category_scores_gemma":[0.008318705,0.0006973542,0.0008371231,0.0025051034,0.00470696,0.006194836,0.0040752166,0.0053735236,0.032088496],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009231084,0.00006411196,0.0014784418,0.00046140523,0.00002396297,0.00025834795,0.0034443059,0.0005991259,0.0011095474,0.7484763,0.15525028,0.088741824],"study_design_scores_gemma":[0.000012937208,0.000020513207,0.0016264056,0.0003042176,0.000013107884,0.00015173189,0.00093109015,0.00022507286,0.0006675019,0.04259571,0.9534186,0.000033059423],"about_ca_topic_score_codex":0.016439993,"about_ca_topic_score_gemma":0.021228148,"teacher_disagreement_score":0.08650117,"about_ca_system_score_codex":0.0073055266,"about_ca_system_score_gemma":0.009059308,"threshold_uncertainty_score":0.2893753},"labels":[],"label_agreement":null},{"id":"W6988400987","doi":"","title":"Про визнання видобутку («майнінгу») криптовалюти видом господарської діяльності","year":2018,"lang":"uk","type":"article","venue":"Electronic Archive of Poltava University of Economics and Trade (University of Poltava)","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Currency; Remuneration; Cryptocurrency; Foreign exchange; Devaluation; Foreign exchange market","score_opus":0.009723542603205456,"score_gpt":0.14941041443280234,"score_spread":0.13968687182959688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6988400987","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018873457,0.005322584,0.06636333,0.014997799,0.0014658611,0.00017711896,0.0006174988,0.00040264308,0.8917797],"genre_scores_gemma":[0.5116021,0.010140744,0.10643781,0.0036329532,0.0010279026,0.00081993634,0.00090211886,0.000975244,0.36446124],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9955863,0.0012698892,0.00022900346,0.00072853186,0.0017308681,0.00045538173],"domain_scores_gemma":[0.9967783,0.0008711088,0.00031413915,0.0005911905,0.001082729,0.00036250622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028024656,0.0008828217,0.00046344262,0.0021539992,0.0045086495,0.012733582,0.0011720138,0.0025773286,0.04029293],"category_scores_gemma":[0.0071368567,0.0007482105,0.000809585,0.0021134808,0.008535953,0.0068852934,0.0045299195,0.0034432951,0.014574365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044636832,0.000037198424,0.0011094183,0.00018869078,0.000019027962,0.00030474254,0.005404414,0.00044885938,0.0013833967,0.9390597,0.014198733,0.037801176],"study_design_scores_gemma":[0.00002429721,0.000037023,0.0025791817,0.0003352003,0.000029786916,0.0005057232,0.005498611,0.0008264991,0.0018609118,0.30059808,0.68763596,0.00006869856],"about_ca_topic_score_codex":0.009858152,"about_ca_topic_score_gemma":0.010507567,"teacher_disagreement_score":0.04029293,"about_ca_system_score_codex":0.004757954,"about_ca_system_score_gemma":0.0077410555,"threshold_uncertainty_score":0.13479322},"labels":[],"label_agreement":null},{"id":"W6992345858","doi":"","title":"Las paradojas de Quebec","year":2001,"lang":"es","type":"other","venue":"Virtual Library of Historical Press","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Term (time); Natural (archaeology)","score_opus":0.02197250272594258,"score_gpt":0.1946002544464323,"score_spread":0.17262775172048972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6992345858","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061489474,0.018550359,0.0018206496,0.0062573585,0.0010446784,0.00012523856,0.03866243,0.0011653646,0.87088436],"genre_scores_gemma":[0.09014146,0.006997955,0.0011760038,0.0004174535,0.00007978581,0.00003983107,0.004452428,0.00017433072,0.89652073],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9997209,0.00003010972,0.000010108083,0.00004614304,0.00010401232,0.00008866263],"domain_scores_gemma":[0.9994599,0.00007827377,0.000040119878,0.000046889232,0.0002731674,0.00010151457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031333402,0.00056966924,0.00039176026,0.0018224161,0.004647604,0.0034504186,0.00070464634,0.00061486795,0.12321356],"category_scores_gemma":[0.0011586981,0.00025241406,0.00028689238,0.005347097,0.00064648053,0.000956139,0.0007511542,0.00089345506,0.008458507],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027795607,0.0001187373,0.01571424,0.00044472652,0.000055070508,0.001105276,0.0019148432,0.0018156049,0.0009286982,0.049972277,0.5693744,0.35827816],"study_design_scores_gemma":[0.000022304816,0.000010348101,0.025334258,0.00012195909,0.000014235331,0.00012262737,0.001022445,0.00073657336,0.00036058208,0.0008376365,0.9713975,0.000019576437],"about_ca_topic_score_codex":0.98043066,"about_ca_topic_score_gemma":0.9926737,"teacher_disagreement_score":0.12321356,"about_ca_system_score_codex":0.018475667,"about_ca_system_score_gemma":0.01998249,"threshold_uncertainty_score":0.41219044},"labels":[],"label_agreement":null},{"id":"W6992964030","doi":"","title":"Myoclonus cortical generators in Unverricht-Lundborg disease: an electric source imaging study","year":2012,"lang":"en","type":"article","venue":"Research Padua  Archive (University of Padua)","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Electroencephalography; Myoclonus; Myoclonic Jerk; Lateralization of brain function; Stereoelectroencephalography; Epilepsy; Cortex (anatomy); Frontal cortex","score_opus":0.06479897131088311,"score_gpt":0.2786432328085859,"score_spread":0.21384426149770278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6992964030","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99920446,0.00016704886,0.00031595302,0.000018157287,0.0000025242296,0.000012512282,0.000015221717,0.0000063298353,0.0002578994],"genre_scores_gemma":[0.99937063,0.000086650776,0.00027376236,0.000016263399,0.00000990011,0.000007668385,0.000048764494,0.0000029925368,0.00018341222],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99990547,0.000014017493,0.000013089985,0.000025956191,0.000017750588,0.000023711991],"domain_scores_gemma":[0.9998049,0.000054774537,0.00006623764,0.000019966634,0.00002022368,0.000033793272],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020523103,0.000782991,0.00034226617,0.0009538016,0.00024700622,0.00029557446,0.00026223683,0.00052306673,0.001344957],"category_scores_gemma":[0.00075881963,0.0003293335,0.00017091531,0.00032311626,0.00044479826,0.00032621084,0.00035657492,0.00024140328,0.000406231],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0030266652,0.0008032352,0.5511576,0.00036835458,0.00024381721,0.2645471,0.0018616013,0.00066750793,0.13967624,0.00029932824,0.00041218518,0.03693631],"study_design_scores_gemma":[0.00024144191,0.0014484099,0.6259689,0.000027973221,0.000093717186,0.36244988,0.0003162725,0.0009447381,0.007748695,0.00013165407,0.00060914503,0.000019233967],"about_ca_topic_score_codex":0.00083747134,"about_ca_topic_score_gemma":0.0012080623,"teacher_disagreement_score":0.001344957,"about_ca_system_score_codex":0.00021504966,"about_ca_system_score_gemma":0.00023114253,"threshold_uncertainty_score":0.004499316},"labels":[],"label_agreement":null},{"id":"W7006841379","doi":"","title":"Аналіз процесу цифрової трансформації в У країні: сучасні тенденції та перспективи розвитку","year":2022,"lang":"uk","type":"article","venue":"Institutional Repository of Vadym Hetman Kyiv National Economic University iRKNEU (Kyiv National Economic University named after Vadym Hetman)","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Product (mathematics); Identification (biology); Process (computing)","score_opus":0.014532531387224934,"score_gpt":0.1817892909741114,"score_spread":0.16725675958688646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7006841379","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03183817,0.009093683,0.1023086,0.024828583,0.0016892108,0.00034914663,0.00077512476,0.0004309354,0.82868654],"genre_scores_gemma":[0.7053276,0.011959281,0.0949523,0.004172245,0.00088306,0.00094957044,0.0007883838,0.0007873754,0.18018028],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9920439,0.0026267588,0.000392813,0.0014085922,0.0026521732,0.0008757461],"domain_scores_gemma":[0.9932493,0.0022834188,0.0006073038,0.0009314073,0.0022359907,0.0006926478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005672648,0.0010846535,0.0006866578,0.0028349238,0.0052118544,0.017000189,0.0017012585,0.003322714,0.028043414],"category_scores_gemma":[0.012202981,0.0010010131,0.0010466455,0.0026860521,0.011863653,0.011280759,0.0055718427,0.004578943,0.009129411],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059918326,0.000054145225,0.0020258734,0.00035287495,0.000029567585,0.00044480345,0.008017095,0.00091772666,0.0011313627,0.9300091,0.012352343,0.04460519],"study_design_scores_gemma":[0.00003072446,0.000064896405,0.0037161147,0.0007387779,0.00005285226,0.0006895522,0.012757803,0.0018424791,0.0023324012,0.47961724,0.49804193,0.00011520438],"about_ca_topic_score_codex":0.010126511,"about_ca_topic_score_gemma":0.009521222,"teacher_disagreement_score":0.028043414,"about_ca_system_score_codex":0.006927784,"about_ca_system_score_gemma":0.010187178,"threshold_uncertainty_score":0.09381461},"labels":[],"label_agreement":null},{"id":"W7016216264","doi":"","title":"Сучасний стан правового регулювання криптовалюти в Україні. Зарубіжний досвід регулювання ринку криптовалют","year":2025,"lang":"en","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cryptocurrency; Legislation; Legalization; Payment; Virtual currency; Investment (military); Shadow (psychology); Ukrainian","score_opus":0.07298983249676824,"score_gpt":0.3033906341834517,"score_spread":0.23040080168668345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7016216264","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061318275,0.02208625,0.08941801,0.006036674,0.0021761488,0.0003383583,0.00093922927,0.0004904626,0.8171965],"genre_scores_gemma":[0.7153692,0.024136549,0.08134891,0.00080339,0.0008300758,0.00040147998,0.0005877279,0.00034048085,0.17618203],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986331,0.00025542532,0.00010508247,0.00022802847,0.00063204323,0.00014624737],"domain_scores_gemma":[0.9991992,0.00019633437,0.00014647114,0.00012932297,0.00026458732,0.000064142594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010260068,0.00038946533,0.00028485316,0.0016707615,0.0021423143,0.0036025073,0.00035734824,0.00091375876,0.017443622],"category_scores_gemma":[0.0020126777,0.00042872122,0.00038999625,0.0019179025,0.0021986805,0.0013261385,0.0013988181,0.0016194676,0.006768142],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007066295,0.00003812344,0.0018827933,0.0003207734,0.000024175393,0.00090190297,0.0032228082,0.0011800447,0.0053201267,0.7465718,0.011501193,0.22896573],"study_design_scores_gemma":[0.000012983408,0.00003639412,0.0033276677,0.00016957901,0.00002332291,0.0009002337,0.00079914456,0.0006411449,0.0034528265,0.056870323,0.9337328,0.000033574423],"about_ca_topic_score_codex":0.008626127,"about_ca_topic_score_gemma":0.010045757,"teacher_disagreement_score":0.017443622,"about_ca_system_score_codex":0.0024256203,"about_ca_system_score_gemma":0.004451711,"threshold_uncertainty_score":0.058354735},"labels":[],"label_agreement":null},{"id":"W7016383150","doi":"","title":"Сучасні тенденції формування фінансових ресурсів бюджету на загальнодержавному рівні","year":2016,"lang":"uk","type":"article","venue":"ENPUIR (National Pedagogical Dragomanov University)","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Decentralization; State (computer science); Government (linguistics); Publishing; Local government; Perspective (graphical); Scientific publishing","score_opus":0.13709130914867967,"score_gpt":0.25538623289877005,"score_spread":0.11829492375009037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7016383150","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0065046824,0.019267162,0.01072317,0.06284165,0.00504127,0.00016252813,0.00063859334,0.00022827562,0.89459276],"genre_scores_gemma":[0.40315986,0.024355927,0.024609666,0.021071887,0.005207708,0.00068646326,0.0011906354,0.0008797533,0.51883805],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9910734,0.002781752,0.00043600527,0.0016056083,0.0030059472,0.0010973294],"domain_scores_gemma":[0.99474996,0.001511703,0.0003398806,0.00062921405,0.002213445,0.00055575045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0050741504,0.0008315484,0.0006641763,0.0018145683,0.007555628,0.014424657,0.001542142,0.0042465967,0.040446956],"category_scores_gemma":[0.010038466,0.0006607862,0.00071707857,0.0021655136,0.012837344,0.007863393,0.004252529,0.007333452,0.018857857],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030874515,0.000029051676,0.0005628781,0.00018542456,0.000009646768,0.00015954926,0.0056897057,0.00013754834,0.00023282725,0.8775192,0.08737533,0.028068017],"study_design_scores_gemma":[0.000006958861,0.000014587964,0.0007687427,0.0002931309,0.000009809,0.00019999192,0.0026549574,0.00012297771,0.0002927867,0.083725095,0.9118871,0.000023892258],"about_ca_topic_score_codex":0.015045582,"about_ca_topic_score_gemma":0.019190282,"teacher_disagreement_score":0.040446956,"about_ca_system_score_codex":0.007961415,"about_ca_system_score_gemma":0.012119249,"threshold_uncertainty_score":0.13530856},"labels":[],"label_agreement":null},{"id":"W7027047622","doi":"","title":"Blockchain technology and key features of its possible implementation into Ukrainian tax system","year":2020,"lang":"en","type":"article","venue":"Institutional Repository of Vadym Hetman Kyiv National Economic University iRKNEU (Kyiv National Economic University named after Vadym Hetman)","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Blockchain; Database transaction; Agency (philosophy); Certificate; Ukrainian; Smart contract; Payment; Jurisdiction","score_opus":0.0118167661926119,"score_gpt":0.19704440575517315,"score_spread":0.18522763956256125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7027047622","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6434838,0.0048399116,0.1529838,0.0037267597,0.00023676145,0.00038638856,0.00042913563,0.00084636983,0.19306713],"genre_scores_gemma":[0.9823758,0.0011150272,0.0075109857,0.00006335512,0.000016704358,0.000043075823,0.00007511004,0.000015567382,0.008784439],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993229,0.00021158627,0.000046747165,0.000084696476,0.00018403404,0.0001501263],"domain_scores_gemma":[0.999485,0.00010797015,0.00007808606,0.00012547316,0.00016425153,0.00003911184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061261095,0.00016375269,0.0001705222,0.0006515426,0.0010942947,0.0018321754,0.00042864625,0.0006137032,0.0023728928],"category_scores_gemma":[0.0012813525,0.00011972329,0.00021586912,0.00066219264,0.00096713845,0.001788868,0.0011802668,0.00039698748,0.00047248066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033484385,0.00011995069,0.018977245,0.00047833732,0.000059570302,0.004441341,0.0036797225,0.07014206,0.018305587,0.6470559,0.0039166394,0.23248881],"study_design_scores_gemma":[0.00010541154,0.00083374034,0.027661834,0.0008293616,0.00017019041,0.005674497,0.0052723344,0.21207015,0.054765884,0.28531256,0.407155,0.00014895125],"about_ca_topic_score_codex":0.007543571,"about_ca_topic_score_gemma":0.003141741,"teacher_disagreement_score":0.007543571,"about_ca_system_score_codex":0.0016075907,"about_ca_system_score_gemma":0.0019293103,"threshold_uncertainty_score":0.01499933},"labels":[],"label_agreement":null},{"id":"W7036609636","doi":"","title":"The challenge of change : a consideration of the Canadian book industry","year":2000,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Legislation; Perspective (graphical)","score_opus":0.02104291075666882,"score_gpt":0.17865314978071004,"score_spread":0.15761023902404123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7036609636","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010030394,0.022185111,0.00038012635,0.26461473,0.001532705,0.000047735262,0.0002655492,0.000036989673,0.70090663],"genre_scores_gemma":[0.35202688,0.0464001,0.001035239,0.055313505,0.001881245,0.00008429362,0.00028916736,0.0001398578,0.5428297],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9952435,0.00040646043,0.000061881576,0.00020510574,0.0025273263,0.0015556966],"domain_scores_gemma":[0.99258363,0.0017577686,0.00019213127,0.00018079675,0.0029888947,0.0022967292],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026287707,0.00038392225,0.0005112723,0.0063502337,0.022772525,0.023426978,0.0026267075,0.008599792,0.03773139],"category_scores_gemma":[0.013118617,0.00036951742,0.00053083425,0.011039726,0.01279703,0.006340745,0.0026144623,0.005212512,0.0015958361],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019656254,0.000027344118,0.0010905011,0.000088769084,0.000004459843,0.00021711683,0.0047346447,0.00020961005,0.000060583363,0.5504077,0.4111658,0.03197382],"study_design_scores_gemma":[0.00000677666,0.0000068535596,0.00461253,0.00024283816,0.000006983364,0.000051602787,0.012642846,0.00018925208,0.000039747552,0.017468655,0.9647008,0.000031014053],"about_ca_topic_score_codex":0.98554164,"about_ca_topic_score_gemma":0.99592423,"teacher_disagreement_score":0.116084866,"about_ca_system_score_codex":0.116084866,"about_ca_system_score_gemma":0.17339824,"threshold_uncertainty_score":0.8422586},"labels":[],"label_agreement":null},{"id":"W7072514897","doi":"","title":"Міжнародна практика оцінювання податкового розриву з персонального прибуткового податку(International practice of tax gap assessment from personal income tax)","year":2018,"lang":"uk","type":"article","venue":"Digital Repository of Ostroh Academy (Ostroh Academy)","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Personal income; State income tax; Gross income; Write-off; Income tax; Personal income tax; International taxation; Dividend tax","score_opus":0.026049949354609817,"score_gpt":0.27884868545925934,"score_spread":0.25279873610464954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7072514897","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04759189,0.0143677555,0.21340631,0.027573418,0.0025115167,0.00054201833,0.0018864465,0.00077296403,0.69134766],"genre_scores_gemma":[0.68369246,0.015783556,0.16282457,0.0021508923,0.0009907989,0.0009974516,0.0013313091,0.0006340484,0.1315948],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99467045,0.0017766369,0.0004128203,0.00069125794,0.0020636923,0.0003850585],"domain_scores_gemma":[0.9950199,0.0016269629,0.00054347556,0.0008102401,0.0017310849,0.0002682544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005412234,0.0006991542,0.00049849285,0.0036139884,0.0030236319,0.010510557,0.0010494876,0.0017083293,0.023055714],"category_scores_gemma":[0.013784794,0.00056839845,0.00086928665,0.00417255,0.0037677577,0.0051476387,0.0033662415,0.0034084306,0.00695584],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007401658,0.000058962156,0.0066345944,0.0004527484,0.00005197277,0.00031271458,0.004153633,0.0028409574,0.0017018132,0.7808776,0.023947965,0.17889313],"study_design_scores_gemma":[0.000034910376,0.000084591506,0.015317347,0.0008766608,0.00008604892,0.000788301,0.0070989523,0.0050755804,0.0038296853,0.36079913,0.6058458,0.00016294121],"about_ca_topic_score_codex":0.009294637,"about_ca_topic_score_gemma":0.01008632,"teacher_disagreement_score":0.023055714,"about_ca_system_score_codex":0.0035258182,"about_ca_system_score_gemma":0.0068452302,"threshold_uncertainty_score":0.07712901},"labels":[],"label_agreement":null},{"id":"W7105612211","doi":"10.32983/2222-0712-2025-3-5-12","title":"Modern Trends in the Development and Regulation of the Cryptocurrency Market in the Global Economy","year":2025,"lang":"uk","type":"article","venue":"THE PROBLEMS OF ECONOMY","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cryptocurrency; Money laundering; Context (archaeology); Harmonization; Virtual currency; Financial services; Legislature; Financial market","score_opus":0.024415264341153632,"score_gpt":0.22591885359831648,"score_spread":0.20150358925716286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7105612211","genre_codex":"empirical","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40753534,0.112382196,0.04744359,0.0350793,0.0010102541,0.00013687705,0.0009662748,0.00037862067,0.39506754],"genre_scores_gemma":[0.93763983,0.03927318,0.008644996,0.0021377306,0.00068059366,0.00005462552,0.00037494142,0.00006659179,0.011127469],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99854434,0.00038044355,0.000106083826,0.0002532713,0.00055905135,0.00015690185],"domain_scores_gemma":[0.99715155,0.0010697118,0.00077026366,0.0003308714,0.0005590011,0.00011862806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017105605,0.00024358119,0.00023000748,0.0025761754,0.00071920495,0.0045116423,0.00044283245,0.0011823722,0.0026945677],"category_scores_gemma":[0.0034767932,0.00017839902,0.00031378842,0.0037303502,0.0029856039,0.00447831,0.0010042073,0.0013075473,0.00039825882],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005250077,0.000049020276,0.010762351,0.0003750936,0.000019516314,0.00040001265,0.0018230568,0.002824676,0.002099171,0.8572157,0.004808649,0.11957031],"study_design_scores_gemma":[0.000015027581,0.00015636535,0.06097597,0.0011713849,0.000036097972,0.0015524279,0.0034996148,0.007679438,0.0047139986,0.19469796,0.72539896,0.00010265717],"about_ca_topic_score_codex":0.0022138676,"about_ca_topic_score_gemma":0.0016004575,"teacher_disagreement_score":0.0045116423,"about_ca_system_score_codex":0.0028067639,"about_ca_system_score_gemma":0.0019308268,"threshold_uncertainty_score":0.020364642},"labels":[],"label_agreement":null},{"id":"W7108326370","doi":"10.70651/3041-2498/2025.10.13","title":"FOREIGN EXPERIENCE IN DIGITALIZATION OF PUBLIC MANAGEMENT OF HIGHER EDUCATION","year":2025,"lang":"","type":"article","venue":"Публічне управління і політика.","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Higher education; Context (archaeology); Work (physics); New public management; Relevance (law); Digital transformation; Best practice","score_opus":0.047520317073449544,"score_gpt":0.2723776507195586,"score_spread":0.22485733364610905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7108326370","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9312008,0.0024824168,0.0014180174,0.0028789234,0.00007712896,0.000013353666,0.000035905297,0.000023033845,0.06187037],"genre_scores_gemma":[0.99767464,0.00044859934,0.00008400877,0.00008411796,0.000010517919,0.0000026401865,0.00000820287,0.0000027029641,0.0016847193],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967699,0.0018785122,0.00017158044,0.00018501013,0.00048098213,0.00051406946],"domain_scores_gemma":[0.9969766,0.0012878176,0.00078800414,0.0003025096,0.0002266373,0.00041850287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023219371,0.00013461485,0.00021472164,0.0009788222,0.0021328297,0.004687107,0.00026870717,0.0004269093,0.003076899],"category_scores_gemma":[0.004844476,0.00008234547,0.00018816163,0.0018206146,0.0031661296,0.0028560085,0.004359736,0.0008835782,0.0001989142],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012611349,0.00015563985,0.07945236,0.0003904748,0.00003834824,0.001906421,0.6285703,0.0008039761,0.0016490779,0.12402628,0.0040261615,0.15885477],"study_design_scores_gemma":[0.0000090426975,0.00027609407,0.10220539,0.00058646913,0.000030455925,0.0019249371,0.6216293,0.0006363516,0.0016482109,0.007143297,0.2638496,0.000060793718],"about_ca_topic_score_codex":0.0031906278,"about_ca_topic_score_gemma":0.0023178107,"teacher_disagreement_score":0.004687107,"about_ca_system_score_codex":0.003094778,"about_ca_system_score_gemma":0.0019729533,"threshold_uncertainty_score":0.022454262},"labels":[],"label_agreement":null},{"id":"W7112768008","doi":"","title":"Моделі правового регулювання платіжних систем: порівняльний аналіз","year":2025,"lang":"uk","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directive; European union; Parliament; Payment; Normative; Payment service provider; Flexibility (engineering); Consumer protection; Typology","score_opus":0.07215457513032071,"score_gpt":0.3103147249784722,"score_spread":0.23816014984815148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7112768008","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.103582494,0.011488101,0.19193941,0.006829092,0.00071736606,0.00033822158,0.0006326825,0.0003860962,0.6840865],"genre_scores_gemma":[0.82752794,0.008004632,0.0958625,0.00036355844,0.00024228006,0.0003618414,0.00021707432,0.0001811359,0.06723902],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99820685,0.00031848255,0.00008669642,0.00025934656,0.0009561172,0.00017239143],"domain_scores_gemma":[0.9985551,0.00043793244,0.00024524386,0.00021584754,0.0004301435,0.000115677416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012682829,0.00035465098,0.0002546223,0.0018076067,0.0020805162,0.004830829,0.00056935736,0.0010300742,0.01255223],"category_scores_gemma":[0.0035162922,0.00048191127,0.0003604414,0.0019123199,0.003668971,0.0020911142,0.0015132603,0.0016423654,0.0033950165],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044298835,0.00003634864,0.0015365524,0.00018072726,0.000012962385,0.0007806144,0.0042656963,0.0012988992,0.0045367046,0.8741435,0.0041030725,0.10906055],"study_design_scores_gemma":[0.000036023164,0.000076601726,0.00686871,0.00033349232,0.000049719405,0.001640459,0.0038638003,0.0028005096,0.0090462705,0.31112537,0.66405725,0.00010174138],"about_ca_topic_score_codex":0.008315712,"about_ca_topic_score_gemma":0.010895316,"teacher_disagreement_score":0.01255223,"about_ca_system_score_codex":0.0023314464,"about_ca_system_score_gemma":0.004263365,"threshold_uncertainty_score":0.041991413},"labels":[],"label_agreement":null},{"id":"W7116919330","doi":"10.2139/ssrn.5950634","title":"Fiscal Geometry in a Digital Era: Adoption Pathways, Operating Conditions, and a Social-Scientific Interface","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Interface (matter); Key (lock); Work (physics); User interface","score_opus":0.01577647292392487,"score_gpt":0.23212082458138533,"score_spread":0.21634435165746047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7116919330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9176967,0.0006750424,0.005053867,0.008461279,0.000034938294,0.000046826495,0.0010432911,0.000069072674,0.06691894],"genre_scores_gemma":[0.99758255,0.00022238713,0.0005938697,0.00007728682,0.000013899142,0.00000746173,0.00011361543,0.000010061656,0.001378875],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99909496,0.00028031447,0.00007605048,0.00011577329,0.00022174342,0.00021103588],"domain_scores_gemma":[0.9935614,0.0021288225,0.0018418567,0.0004316673,0.0010139736,0.0010222364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017428617,0.00012419776,0.00031785225,0.0019699044,0.0012688979,0.005881545,0.00041755172,0.0005188037,0.0137490565],"category_scores_gemma":[0.010585516,0.00013233567,0.0002539464,0.0038864587,0.002137728,0.005482981,0.0023247956,0.00074446015,0.0006676968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058612775,0.0003983453,0.27021667,0.00015221763,0.00007911148,0.00043153093,0.005046929,0.005609408,0.0011192671,0.6460317,0.0050330027,0.06529574],"study_design_scores_gemma":[0.00015858049,0.00034135106,0.43463624,0.00019613418,0.00011773814,0.0006126721,0.029415011,0.012748609,0.0026036394,0.45220318,0.06688276,0.000084157946],"about_ca_topic_score_codex":0.015347136,"about_ca_topic_score_gemma":0.014468569,"teacher_disagreement_score":0.015347136,"about_ca_system_score_codex":0.0042400267,"about_ca_system_score_gemma":0.0037356704,"threshold_uncertainty_score":0.045995176},"labels":[],"label_agreement":null},{"id":"W7118187034","doi":"10.17356/ieejsp.v11i2.1311","title":"Legal definition of the cryptocurrency in Ukraine in international comparison","year":2025,"lang":"en","type":"article","venue":"Intersections","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cryptocurrency; Dominance (genetics); Context (archaeology); Payment; Unit of account; Settlement (finance); Digital currency; Electronic money; Government (linguistics)","score_opus":0.03286268037841709,"score_gpt":0.2597358606332209,"score_spread":0.22687318025480382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7118187034","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4623985,0.012200609,0.015638176,0.005234337,0.00033937994,0.00008761677,0.00034303547,0.00006636337,0.50369203],"genre_scores_gemma":[0.9897266,0.0009814827,0.0019946261,0.0003784559,0.00003114651,0.000024501907,0.0000787093,0.000009929877,0.006774556],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984297,0.0005205463,0.00024818827,0.00021481118,0.00029200726,0.0002947449],"domain_scores_gemma":[0.99875915,0.0003126065,0.00034575735,0.00018227135,0.00032393044,0.00007626514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001284896,0.00015239399,0.00026098717,0.0015007184,0.0023391251,0.0054359823,0.0004042681,0.0008694428,0.0015707067],"category_scores_gemma":[0.0022061772,0.0001299344,0.0002526623,0.0017217802,0.0039919615,0.00187773,0.0022547944,0.0013156979,0.00022013548],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015366035,0.000010706157,0.0021696268,0.00005898768,0.0000070909223,0.0002829268,0.0033414573,0.00032410724,0.00031368047,0.98219246,0.00084501546,0.010438729],"study_design_scores_gemma":[0.00002572734,0.00012246199,0.051957346,0.0011442457,0.000092430964,0.003448173,0.017527558,0.004445064,0.0046261987,0.31262308,0.6038888,0.00009886584],"about_ca_topic_score_codex":0.014425078,"about_ca_topic_score_gemma":0.0048297537,"teacher_disagreement_score":0.014425078,"about_ca_system_score_codex":0.004450836,"about_ca_system_score_gemma":0.004444916,"threshold_uncertainty_score":0.03229326},"labels":[],"label_agreement":null},{"id":"W7132739756","doi":"","title":"Impact and challenges of digital marketing in the agri-food system","year":2023,"lang":"","type":"article","venue":"Bulgarian Portal for Open Science","topic":"Digital Transformation in Financial Services","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Order (exchange); Consumption (sociology); Quarter (Canadian coin); Digital marketing; Consumer behaviour; Supply and demand; Consumer spending; Digital transformation","score_opus":0.0768647590494095,"score_gpt":0.2811518706193532,"score_spread":0.20428711156994372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132739756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72285306,0.009830477,0.0033168842,0.040146723,0.00016681195,0.00006246101,0.000440841,0.000055965826,0.22312672],"genre_scores_gemma":[0.9946201,0.0021045643,0.00044865397,0.00038117095,0.000069062655,0.000008109676,0.000026203381,0.00000607426,0.0023361847],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99879056,0.0006774831,0.000035251243,0.0001105963,0.00019827529,0.0001878972],"domain_scores_gemma":[0.9973314,0.0013385388,0.0005487789,0.00013418535,0.00024937143,0.0003978138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001644228,0.00016323294,0.00021810539,0.0012168607,0.0011450436,0.007238103,0.00031411528,0.0009064634,0.00865487],"category_scores_gemma":[0.003602057,0.00012789703,0.00020386832,0.0019194912,0.0028903107,0.0048916386,0.0023732134,0.0009131717,0.00049004017],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053474784,0.00050126633,0.1735312,0.0008511095,0.00011340732,0.0030997924,0.008722288,0.0113504045,0.0025705483,0.56855804,0.013312939,0.21685413],"study_design_scores_gemma":[0.00005369268,0.00035858105,0.37031865,0.0011835991,0.00009446087,0.0018628781,0.08388771,0.029914375,0.0024077748,0.25088975,0.25890255,0.00012600303],"about_ca_topic_score_codex":0.0041122157,"about_ca_topic_score_gemma":0.003468122,"teacher_disagreement_score":0.00865487,"about_ca_system_score_codex":0.003880294,"about_ca_system_score_gemma":0.0016575137,"threshold_uncertainty_score":0.028953373},"labels":[],"label_agreement":null}]}